Holographic Reduced Representation: Distributed Representation for Cognitive Structures
By Tony A. Plate. 2003
262 citations recorded by the source corpus.
Subfields: Representation & Self-Supervised Learning
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Representation & Self-Supervised Learning
- Yoshua Bengio
- C. Pal
- Benigno Uria
- Alex Graves
- Nal Kalchbrenner
- Barbara Olshausen
- Soroush Mehri
- Sandeep Subramanian
Citations in the corpus
- Neural Turing Machines (2014, background): “In response to this criticism, neural network researchers including Hinton (Hinton, 1986), Smolensky (Smolensky, 1990), Touretzky (Touretzky, 1990), Pollack (Pollack, 1990), Plate (Plate, 2003), and Kanerva (Kanerva, 2009) investigated specific mechanisms that could support both variable-binding and”
- Associative Long Short-Term Memory (2016, methodology): “We combine LSTM with ideas from Holographic Reduced Representations (HRRs) (Plate, 2003) to enable key-value storage of data.”
- Deep Complex Networks (2017, background): “From a computational point of view, it has been shown in Danihelka et al. [2016] that Holographic Reduced Representations [Plate, 2003], which use complex numbers, are numerically efficient and stable in the context of information retrieval from an associative memory.”
- Resonator Networks, 1: An Efficient Solution for Factoring High-Dimensional, Distributed Representations of Data Structures (2020, background): “Afamily of models called Vector Symbolic Architectures (VSAs) encodes these structures into distributed representations, providing a framework that can reconcile the symbolic and connectionist perspectives (Plate, 2003; Gayler, 2003; Kanerva, 2009).”
- Analogical Inference for Multi-relational Embeddings (2017, background): “This formulation is motivated by the holographic reduced representation (Plate, 2003).”
- Semantic Vector Products: Some Initial Investigations (2008, background): “The work builds on that of other researchers, particularly Plate (2003) and Clark and Pulman (2007).”